{"id":"W7133046259","doi":"","title":"Student Development of Lifelong Learning Orientations Within and Beyond Undergraduate Engineering Programs","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Lifelong learning; Curriculum; Accreditation; Agency (philosophy); Experiential learning; Scope (computer science); Exploratory research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00105079,0.0003439208,0.0003982108,0.0002079754,0.0006444401,0.00028366,0.0002105871,0.0002307165,0.00008973989],"category_scores_gemma":[0.0001741742,0.0003674879,0.00009114834,0.0009468599,0.0001632179,0.0001245836,0.00006230723,0.0005665862,0.00005418805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515882,"about_ca_system_score_gemma":0.001283918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006364862,"about_ca_topic_score_gemma":0.002556852,"domain_scores_codex":[0.9973357,0.0001613513,0.000743965,0.0005945938,0.0007776355,0.0003867213],"domain_scores_gemma":[0.998767,0.0001418167,0.0003581909,0.0001652185,0.0002944786,0.0002733243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001047734,0.0002141314,0.02166649,0.0006959553,0.0001864744,0.000001295596,0.9662513,0.0003550883,0.0002351564,0.00536212,0.00002897071,0.004992532],"study_design_scores_gemma":[0.000328191,0.000159363,0.06197165,0.0009508294,0.0003327924,0.000001163526,0.9166287,0.0003188582,0.0009843406,0.000507068,0.01693747,0.0008796023],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927493,0.0006591309,0.0002301748,0.001023433,0.002419942,0.0007233442,6.87611e-7,0.0001225121,0.002071458],"genre_scores_gemma":[0.9670643,0.0001251244,0.006191858,0.00001143159,0.0001285371,0.0001389966,0.0001413337,0.00004632954,0.02615208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04962264,"threshold_uncertainty_score":0.9998777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0248991160976364,"score_gpt":0.3935334197872249,"score_spread":0.3686343036895885,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}